{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "04fd3e03-3123-42bb-9a67-40b1251cc652",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyspark.sql import SparkSession\n",
    "\n",
    "spark = SparkSession.builder \\\n",
    "    .appName(\"kafka\") \\\n",
    "    .config(\n",
    "        \"spark.jars.packages\", \"org.apache.spark:spark-sql-kafka-0-10_2.12:3.4.1\"\n",
    "    ) \\\n",
    "    .config(\"spark.driver.memory\", \"2g\") \\\n",
    "    .config(\"spark.executor.memory\", \"2g\") \\\n",
    "    .getOrCreate()"
   ]
  },
  {
   "attachments": {
    "e18ed225-77f7-41a4-8fd5-a52fe228d8c1.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "6efb0f2c-4c02-4b69-8ca6-cc05ab67874e",
   "metadata": {},
   "source": [
    "## 实例：资源利用率实时计算\n",
    "\n",
    "首先需要搜集集群中每台机器的资源（CPU、内存）利用率，并将其写入 Kafka。然后，我们使用 Spark 的 Structured Streaming 来消费 Kafka 数据流，并对资源利用率数据做初步的分析与聚合。最后，再通过 Structured Streaming，将聚合结果打印到 Console、并写回到 Kafka\n",
    "\n",
    "![image.png](attachment:e18ed225-77f7-41a4-8fd5-a52fe228d8c1.png)"
   ]
  },
  {
   "attachments": {
    "791dbb6b-6b37-4dde-ae1d-2390429ab8b6.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "cfc458ad-3ca6-4729-8724-f000a94a3c43",
   "metadata": {},
   "source": [
    "### 准备工作： kafka 启动与主题创建\n",
    "\n",
    "Kafka 启动之后，创建两个 Topic：cpu-monitor 和 mem-monitor，它们分别用来存储 CPU 利用率消息与内存利用率消息\n",
    "\n",
    "![image.png](attachment:791dbb6b-6b37-4dde-ae1d-2390429ab8b6.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68269933-1a51-4256-905c-77709fd58d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. 消息生产\n",
    "from kafka import KafkaProducer\n",
    "import psutil\n",
    "import socket\n",
    "\n",
    "# 获取IP作为消息的key\n",
    "hostname = socket.gethostname()\n",
    "ip_address = socket.gethostbyname(hostname)\n",
    "print(\"IP Address:\", ip_address)\n",
    "\n",
    "# 获取CPU信息\n",
    "cpu_percent = psutil.cpu_percent(interval=1)\n",
    "cpu_count = psutil.cpu_count(logical=False)\n",
    "\n",
    "# 获取内存信息\n",
    "mem = psutil.virtual_memory()\n",
    "mem_percent = mem.percent\n",
    "\n",
    "# 创建消息生产者\n",
    "cpuTopic = \"cpu-monitor\"\n",
    "memTopic = \"mem-monitor\"\n",
    "kafka_server_list = [\"kafka1:9092\"]\n",
    "\n",
    "producer = KafkaProducer(bootstrap_servers=kafka_server_list, value_serializer=lambda v: v.encode(), key_serializer=lambda v: v.encode())\n",
    "\n",
    "# 发送消息\n",
    "def on_send_success(record_metadata):\n",
    "    print(record_metadata.topic)\n",
    "    print(record_metadata.partition)\n",
    "    print(record_metadata.offset)\n",
    "\n",
    "def on_send_error(excp):\n",
    "    log.error('send errback', exc_info=excp)\n",
    "\n",
    "producer.send(cpuTopic, f\"{cpu_percent}%\", ip_address).add_callback(on_send_success).add_errback(on_send_error)\n",
    "producer.send(memTopic, f\"{mem_percent}%\", ip_address).add_callback(on_send_success).add_errback(on_send_error)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8783f53b-1506-4d6e-8b61-6fbbce4771ea",
   "metadata": {},
   "source": [
    "对于这些每两秒钟就产生的资源利用率数据，Key 对应的是发送资源利用率数据的服务器节点ip, Value为对应统计值。假设我们仅关心它们在一定时间内（比如 10 秒钟）的平均值，那么，我们就可以结合 Trigger 与聚合计算来做到这一点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "29368ac4-71be-418a-be16-5972bf5fc72d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DataFrame[key: string, value: string]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#2. 消费消息（kafka 默认group_id:spark-kafka-source）\n",
    "from pyspark.sql.functions import avg\n",
    "\n",
    "dfCPU = spark \\\n",
    "  .readStream \\\n",
    "  .format(\"kafka\") \\\n",
    "  .option(\"kafka.bootstrap.servers\", \"kafka1:9092,kafka2:9092\") \\\n",
    "  .option(\"subscribe\", \"cpu-monitor\") \\\n",
    "  .load()\n",
    "\n",
    "dfResult = dfCPU.withColumn(\"clientName\", dfCPU[\"key\"].cast(\"string\")) \\\n",
    "                .withColumn(\"cpuUsage\", dfCPU[\"value\"].cast(\"string\")) \\\n",
    "                .groupBy(\"clientName\") \\\n",
    "                .agg(avg(\"cpuUsage\").alias(\"avgCPUUsage\"))\n",
    "\n",
    "# 3. 设置Trigger，输出打印到控制台\n",
    "query = dfResult.writeStream.outputMode(\"Complete\") \\\n",
    "                          .format(\"console\") \\\n",
    "                          .trigger(processingTime=\"10 seconds\") \\\n",
    "                          .start()\n",
    "\n",
    "query.awaitTermination()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3330dfde-1965-4975-b468-7279ee8ee582",
   "metadata": {},
   "source": [
    "输出结果也可以写回Kafka。使用Structured Streaming 每隔 10 秒钟，就从 Kafka 拉取原始的利用率信息（Topic：cpu-monitor），然后按照服务器做分组聚合，最终再把聚合结果写回到 Kafka（Topic：cpu-monitor-agg-result）\n",
    "\n",
    "注意！！！写回 Kafka 的数据，在 Schema 上必须用“key”和“value”这两个固定的字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "002678a4-ecc8-4232-ac82-af2f08cb1797",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4. 写回kafka\n",
    "df = dfCPU.withColumn(\"key\", dfCPU[\"clientName\"].cast(\"string\")) \\\n",
    "     .withColumn(\"value\", dfCPU[\"cpuUsage\"].cast(\"string\")) \\\n",
    "     .groupBy(\"key\").agg(avg(\"value\").cast(\"string\").alias(\"value\"))\n",
    "\n",
    "query = df.writeStream.outputMode(\"complete\") \\\n",
    "    .format(\"kafka\") \\\n",
    "    .option(\"kafka.bootstrap.servers\", \"host1:port1,host2:port2\") \\\n",
    "    .option(\"topic\", \"cpu-monitor-agg-result\") \\\n",
    "    .trigger(processingTime=\"10 seconds\") \\\n",
    "    .start() \\\n",
    "\n",
    "query.awaitTermination()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0102c99c-c414-403a-a71e-fd2e3f12bd34",
   "metadata": {},
   "source": [
    "Structured Streaming 每隔 10 秒钟，就从 Kafka 拉取原始的利用率信息（Topic：cpu-monitor），然后按照服务器做分组聚合，最终再把聚合结果写回到 Kafka（Topic：cpu-monitor-agg-result）\n",
    "\n",
    "注意！！！写回 Kafka 的数据，在 Schema 上必须用“key”和“value”这两个固定的字段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "188430aa-5e43-4725-8ee0-ec2f41bc7f85",
   "metadata": {},
   "outputs": [],
   "source": [
    "query = dfResult.writeStream.outputMode(\"Complete\") \\\n",
    "                          .format(\"console\") \\\n",
    "                          .trigger(processingTime=\"10 seconds\") \\\n",
    "                          .start()\n",
    "\n",
    "query.awaitTermination()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
